← Evals

Evaluation profile

AA-Omniscience

1sub-evals
2.53%Safety weight
0%Freedom weight
1components

Weights below are portfolio-specific global index weights.

Model score (lower is better)Predicted score

About this eval

Hallucination propensity on difficult closed-book factual questions under explicit encouragement to abstain when uncertain.

Included in the behavior ranking.

Sub-evals

MeasureComponentDirection by rankingSafety weightFreedom weight
hallucination_rateaa-omniscience/aa-omniscience.csv:hallucination_rateMeasures whether the model avoids confidently giving incorrect answers across six thousand factual questions.Safety: truthfulness_honesty:1.000aa-omniscienceSafety: lower2.53%

hallucination_rate

Measures whether the model avoids confidently giving incorrect answers across six thousand factual questions.

RankModelValueRelative performanceProvenance
1minicpm5-1b0.009009official
2g9v3-3b0.1166official
3g9v3-39a5b0.1304official
4command-a-plus0.1416official
5lfm2.5-2.6b0.16official
6grok-4.30.1694official
7qwen3.8-27b0.1809official
8minimax-m30.1843official
9grok-4.200.1992official
10quasar-438b0.2144official
11minicpm5-2b0.2191official
12ling-3.0-flash-vl0.2205official
13k-exaone-2.00.226official
14grok-4.60.24official
15solar-pro-40.244official
16mimo-v2.5-pro0.247official
17solar-open2-250b0.2538official
18granite-4.2-30b0.2558official
19qwen3.7-max0.2563official
20claude-haiku-4.50.2571official
21grok-3-mini0.2582official
22k2-horizon-375b-a23b0.2585official
23glm-5.20.263official
24granite-4.2-3b0.2634official
25glm-5.3-flash0.2763official
26qwen3.7-plus0.2766official
27claude-sonnet-40.2912official
28glm-5.30.2955official
29nemotron-3-ultra-550b-a55b0.2969official
30glm-5.10.2995official
31mimo-v2-pro0.2998official
32gemma-3-270m0.3042official
33ling-3.0-tiny0.3046official
34k2-horizon-mova-36b-a4b0.3053official
35gemma-4-e4b0.3094official
36muse-spark-1.30.3146official
37mimo-v2.50.3193official
38granite-4.2-8b0.3197official
39gemma-4-e2b0.3236official
40agnes-2.5-pro-beta0.328official
41a-x-k20.3299official
42muse-spark-1.20.3329official
43k2-horizon-7b0.3363official
44gemini-3.5-flash-lite0.3436official
45qwen3.6-plus0.3464official
46glm-50.3532official
47minimax-m2.70.3556official
48qwen3.5-omni-plus0.37official
49nemotron-3.5-lightning0.3757official
50gpt-4o0.3792official
51motif-30.3877official
52qwen3.8-max0.3918official
53claude-opus-4.80.3925official
54claude-sonnet-50.3937official
55claude-3.7-sonnet0.3997official
56mimo-v2-omni0.4005official
57kimi-k2.60.405official
58claude-3.5-haiku0.4115official
59claude-opus-4.70.4229official
60llama-3.1-8b-instruct0.4304official
61jt-4.1-flash-236b-a21b0.4367official
62ling-3.0-flash0.4405official
63k2-horizon-3.7b0.4414official
64gpt-5-mini0.4432official
65gpt-6-astra0.4477official
66qwen3-coder-480b-a35b-instruct0.4493official
67qwen3.8-flash-next0.4532official
68qwen3.6-max-preview0.4619official
69lfm2.5-8b-a1b0.4691official
70agnes-3.0-flash0.4838official
71mimo-v2-flash0.4841official
72claude-sonnet-4.60.4845official
73claude-sonnet-4.50.4908official
74qwen3.6-27b0.4927official
75kimi-k2.50.4996official
76muse-spark-1.10.4998official
77qwen3.6-35b-a3b0.505official
78gemini-3.1-pro-preview0.5087official
79gpt-5.4-nano0.5113official
80glm-4.6v0.5146official
81gpt-5.1-codex-mini0.5158official
82gpt-5.10.5189official
83gemini-3.8-flash0.519official
84llama-3.1-405b-instruct0.5244official
85gpt-5-nano0.5262official
86kimi-k30.532official
87grok-4.50.5415official
88gemini-3.6-flash0.5563official
89kat-coder-pro-v20.5598official
90nova-lite0.5761official
91nanbeige4.1-3b0.581official
92claude-opus-50.5955official
93magistral-medium0.5966official
94nvidia-nemotron-nano-9b-v20.6049official
95mistral-medium-30.609official
96claude-opus-4.50.61official
97qwen3.5-0.8b0.6135official
98gpt-5.20.616official
99gemini-3.5-flash0.6176official
100devstral0.6219official
101glm-5-turbo0.6264official
102claude-opus-4.60.6284official
103lfm2.2-6b0.6289official
104inkling-small0.6299official
105claude-fable-50.6364official
106jt-35b-flash0.6384official
107grok-40.6449official
108gemini-3.7-flash0.6453official
109nova-micro0.6508official
110gpt-5.5-instant0.653official
111claude-fable-5.10.6563official
112olmo-3.1-32b-think0.6629official
113llama-3.2-1b-instruct0.6634official
114mistral-small-40.665official
115ernie-4.5-300b-a47b0.6693official
116llama-nemotron-super-49b-v1.50.6726official
117kat-coder-pro-v10.6736official
118glm-4.60.6757official
119inkling0.6766official
120mistral-large-20.6768official
121grok-4-fast0.6827official
122minimax-m2.10.6854official
123glm-5v-turbo0.688official
124lfm2-24b-a2b0.6903official
125jamba-reasoning-3b0.6904official
126gpt-40.6941official
127nova-2.0-pro0.6952official
128o10.6963official
129glm-4.50.7015official
130k2-think-v20.7117official
131llama-3.1-nemotron-instruct-70b0.7126official
132gemini-2.5-flash-lite0.7171official
133nova-premier0.7192official
134kimi-k20.7267official
135olmo-3.1-32b-instruct0.7324official
136gpt-5.2-codex0.7336official
137gemma-4-12b0.7341official
138grok-4.1-fast0.7341official
139llama-3.3-nemotron-super-49b0.7369official
140hy30.7413official
141qwen3.5-2b0.7424official
142deepseek-v3.1-terminus0.7483official
143gpt-5.6-luna0.75official
144qwen3.5-27b0.7513official
145longcat-2.00.7539official
146gpt-5-codex0.7542official
147qwen3-14b-instruct0.7582official
148k2-v20.7604official
149granite-4.0-350m0.7613official
150mistral-small-3.20.7681official
151gpt-5.1-codex0.772official
152command-a0.7732official
153qwen3-235b-a22b-instruct0.774official
154mistral-small-3.10.7756official
155nova-pro0.7771official
156phi-4-mini0.7799official
157llama-3.1-70b-instruct0.7821official
158apodex-1.10.7843official
159gpt-50.7902official
160grok-code-fast-10.7929official
161llama-4-scout0.7935official
162exaone-4.5-33b0.7992official
163doubao-seed-code0.7999official
164cogito-v2.10.8016official
165ministral-3-3b0.8019official
166hermes-4-llama-3.1-405b0.8023official
167qwen3-coder-30b-a3b-instruct0.803official
168o4-mini0.8045official
169claude-3-haiku0.8045official
170tri-21b-think-preview0.8053official
171qwen3-30b-a3b-instruct0.8073official
172o3-mini0.8108official
173deepseek-r1-distill-llama-70b0.8109official
174hyperclova-x-seed-think-32b0.8119official
175phi-40.8119official
176llama-3.1-nemotron-ultra-253b-v10.8123official
177mistral-7b-instruct0.8126official
178lfm2.1-2b0.8138official
179mistral-medium-3.50.8159official
180devstral-small0.8162official
181granite-4.0-h-nano-1b0.8172official
182qwen3-4b-instruct0.8174official
183llama-3.2-instruct-11b-vision0.8188official
184muse-glimmer0.8194official
185gemma-4-31b-it0.8195official
186exaone-4.0-32b0.821official
187qwen3-32b-instruct0.8212official
188gemma-3-1b0.8229official
189hypernova-60b0.8233official
190kimi-k2.7-code0.8238official
191deepseek-v3.10.8251official
192gpt-4.1-nano0.8256official
193gpt-5.40.8258official
194gemini-2.5-flash0.826official
195gemini-3.1-flash-lite0.8266official
196hermes-4-llama-3.1-70b0.8268official
197qwen3.5-397b-a17b0.8269official
198apertus-70b-instruct0.8282official
199north-mini-code0.8321official
200nemotron-3-nano-30b-a3b0.8327official
201step-3-vl-10b0.8332official
202magistral-small0.8345official
203deepseek-r10.8345official
204qwen3.5-9b0.8361official
205qwen3-vl-32b0.8368official
206muse-spark0.8419official
207mistral-medium-3.10.8458official
208nova-2.0-omni0.847official
209glm-4.5v0.8478official
210step-3.7-flash0.8498official
211qwen3-vl-235b-a22b0.8515official
212deepseek-v3.20.8518official
213devstral-20.8527official
214apriel-v1.5-15b-thinker0.8528official
215ring-2.6-1t0.8533official
216nemotron-cascade-2-30b-a3b0.8536official
217tri-21b-think-v0.50.8542official
218qwen3.5-35b-a3b0.8543official
219qwen2.5-72b-instruct0.8546official
220nemotron-3-nano-omni-30b-a3b0.8565official
221olmo-3-32b-think0.8567official
222k2-horizon-0.9b0.8569official
223deepseek-v30.8586official
224nova-2.0-lite0.8587official
225trinity-large0.8589official
226mistral-large-30.8596official
227gemini-2.0-flash0.8624official
228deepseek-r1-qwen3-8b0.8635official
229seed-oss-36b-instruct0.8639official
230gemma-4-26b-a4b-it0.8644official
231qwen3-30b-a3b0.8654official
232qwen3.5-4b0.8655official
233gpt-oss-20b0.8671official
234nemotron-3-super-120b-a12b0.8696official
235ernie-5.0-thinking-preview0.8701official
236qwen3-next-80b-a3b0.8701official
237qwen3.5-122b-a10b0.8709official
238granite-4.1-8b0.8713official
239devstral-small-20.8729official
240grok-30.8732official
241hy3-preview0.874official
242llama-3-70b-instruct0.8754official
243intellect-30.8759official
244granite-4.0-h-small0.8785official
245deepseek-v4-pro0.8785official
246gpt-5.6-terra0.8788official
247gpt-5.50.8804official
248granite-4.0-h-350m0.8806official
249agnes-2.5-pro-alpha0.8807official
250o30.8809official
251minimax-m2.50.8812official
252solar-pro-30.8822official
253step-3.5-flash0.8849official
254nvidia-nemotron-3-nano-4b0.8857official
255falcon-h1r-7b0.8877official
256k-exaone0.8884official
257llama-4-maverick0.8888official
258deepseek-v4-flash0.8897official
259qwen3-omni-30b-a3b0.8899official
260deepseek-v3.2-speciale0.8915official
261gpt-5.3-codex0.8918official
262gpt-5.6-sol0.8942official
263ling-flash-2.00.8948official
264solar-open-100b0.8965official
265lfm2.5-1.2b-instruct0.8973official
266ring-1t0.8975official
267qwen3-vl-30b-a3b0.8977official
268llama-3-8b-instruct0.8979official
269gpt-5.4-mini0.8985official
270qwen3-max0.8992official
271qwen3-max-preview0.8993official
272gemini-3-pro-preview0.9official
273ring-flash-2.00.9007official
274llama-3.3-70b-instruct0.9021official
275motif-2-12.7b0.9059official
276sarvam-m0.9064official
277qwen3-8b-instruct0.9074official
278gpt-oss-120b0.9082official
279diffusiongemma-26b-a4b0.9089official
280gemini-2.5-pro0.9089official
281minimax-m20.909official
282qwen3-0.6b-instruct0.9094official
283qwen3-vl-8b-instruct0.9101official
284molmo2-8b0.911official
285olmo-3-7b-instruct0.9122official
286mercury-20.9122official
287reka-flash-30.9127official
288jt-mini0.913official
289qwen3-vl-8b0.9141official
290deepseek-v4-flash-vision0.9148official
291minimax-m1-80k0.9153official
292qwen3-vl-235b-a22b-instruct0.9155official
293deepseek-v4-flash-07310.917official
294exaone-4.0-1.2b0.9174official
295qwen3-vl-4b0.9182official
296qwen3-vl-32b-instruct0.9182official
297apriel-v1.6-15b-thinker0.9193official
298gemma-3-27b-it0.9209official
299lfm2-8b-a1b0.923official
300nvidia-nemotron-nano-12b-v2-vl0.9235official
301gemini-3-flash-preview0.9241official
302ministral-3-14b0.9252official
303gpt-4.1-mini0.9272official
304qwen3-next-80b-a3b-instruct0.9275official
305celeris-10.9275official
306ling-2.6-1t0.9283official
307glm-4.5-air0.9288official
308glm-4.70.9291official
309solar-pro-20.9303official
310grok-build-0.10.9312official
311olmo-3-7b-think0.9321official
312gpt-4.10.9331official
313gemma-3n-e2b0.9338official
314qwen3.5-omni-flash0.934official
315sarvam-105b0.9343official
316granite-4.0-nano-1b0.9352official
317qwen3-vl-30b-a3b-instruct0.9366official
318qwen3-coder-next0.9368official
319glm-4.7-flash0.9394official
320ministral-3-8b0.9416official
321mi-dm-k-2.5-pro0.9427official
322ling-1t0.9473official
323qwen3-1.7b-instruct0.9481official
324deepseek-v4-pro-08130.9483official
325nex-n2-pro0.9491official
326granite-4.1-30b0.9498official
327jamba-1.7-large0.9507official
328granite-4.1-3b0.9508official
329jamba-1.7-mini0.951official
330lfm2.5-vl-1.6b0.9574official
331granite-4.0-micro0.9577official
332ling-mini-2.00.9587official
333minicpm-v4.6-1.3b0.9607official
334apertus-8b-instruct0.9614official
335longcat-flash-lite0.9616official
336tiny-aya-global0.962official
337granite-3.3-8b-instruct0.9622official
338sarvam-30b0.9628official
339deepseek-v4.1-flash0.9646official
340ling-2.6-flash0.9672official
341gemma-3n-e4b-it0.9707official
342gemma-3-12b0.974official
343qwen3-vl-4b-instruct0.9742official
344qwen3-omni-30b-a3b-instruct0.9759official
345gemma-3-4b0.9821official